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A Network Analysis of Countries’ Export Flows: Firm Grounds for the Building Blocks of the Economy

In this paper we analyze the bipartite network of countries and products from UN data on country production. We define the country-country and product-product projected networks and introduce a novel method of filtering information based on elements’ similarity. As a result we find that country clus...

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Autores principales: Caldarelli, Guido, Cristelli, Matthieu, Gabrielli, Andrea, Pietronero, Luciano, Scala, Antonio, Tacchella, Andrea
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3477170/
https://www.ncbi.nlm.nih.gov/pubmed/23094044
http://dx.doi.org/10.1371/journal.pone.0047278
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author Caldarelli, Guido
Cristelli, Matthieu
Gabrielli, Andrea
Pietronero, Luciano
Scala, Antonio
Tacchella, Andrea
author_facet Caldarelli, Guido
Cristelli, Matthieu
Gabrielli, Andrea
Pietronero, Luciano
Scala, Antonio
Tacchella, Andrea
author_sort Caldarelli, Guido
collection PubMed
description In this paper we analyze the bipartite network of countries and products from UN data on country production. We define the country-country and product-product projected networks and introduce a novel method of filtering information based on elements’ similarity. As a result we find that country clustering reveals unexpected socio-geographic links among the most competing countries. On the same footings the products clustering can be efficiently used for a bottom-up classification of produced goods. Furthermore we mathematically reformulate the “reflections method” introduced by Hidalgo and Hausmann as a fixpoint problem; such formulation highlights some conceptual weaknesses of the approach. To overcome such an issue, we introduce an alternative methodology (based on biased Markov chains) that allows to rank countries in a conceptually consistent way. Our analysis uncovers a strong non-linear interaction between the diversification of a country and the ubiquity of its products, thus suggesting the possible need of moving towards more efficient and direct non-linear fixpoint algorithms to rank countries and products in the global market.
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spelling pubmed-34771702012-10-23 A Network Analysis of Countries’ Export Flows: Firm Grounds for the Building Blocks of the Economy Caldarelli, Guido Cristelli, Matthieu Gabrielli, Andrea Pietronero, Luciano Scala, Antonio Tacchella, Andrea PLoS One Research Article In this paper we analyze the bipartite network of countries and products from UN data on country production. We define the country-country and product-product projected networks and introduce a novel method of filtering information based on elements’ similarity. As a result we find that country clustering reveals unexpected socio-geographic links among the most competing countries. On the same footings the products clustering can be efficiently used for a bottom-up classification of produced goods. Furthermore we mathematically reformulate the “reflections method” introduced by Hidalgo and Hausmann as a fixpoint problem; such formulation highlights some conceptual weaknesses of the approach. To overcome such an issue, we introduce an alternative methodology (based on biased Markov chains) that allows to rank countries in a conceptually consistent way. Our analysis uncovers a strong non-linear interaction between the diversification of a country and the ubiquity of its products, thus suggesting the possible need of moving towards more efficient and direct non-linear fixpoint algorithms to rank countries and products in the global market. Public Library of Science 2012-10-19 /pmc/articles/PMC3477170/ /pubmed/23094044 http://dx.doi.org/10.1371/journal.pone.0047278 Text en © 2012 Caldarelli et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Caldarelli, Guido
Cristelli, Matthieu
Gabrielli, Andrea
Pietronero, Luciano
Scala, Antonio
Tacchella, Andrea
A Network Analysis of Countries’ Export Flows: Firm Grounds for the Building Blocks of the Economy
title A Network Analysis of Countries’ Export Flows: Firm Grounds for the Building Blocks of the Economy
title_full A Network Analysis of Countries’ Export Flows: Firm Grounds for the Building Blocks of the Economy
title_fullStr A Network Analysis of Countries’ Export Flows: Firm Grounds for the Building Blocks of the Economy
title_full_unstemmed A Network Analysis of Countries’ Export Flows: Firm Grounds for the Building Blocks of the Economy
title_short A Network Analysis of Countries’ Export Flows: Firm Grounds for the Building Blocks of the Economy
title_sort network analysis of countries’ export flows: firm grounds for the building blocks of the economy
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3477170/
https://www.ncbi.nlm.nih.gov/pubmed/23094044
http://dx.doi.org/10.1371/journal.pone.0047278
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